{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "1340efea-1561-4e89-a58f-006e155404bb",
   "metadata": {},
   "source": [
    "Chapter 14\n",
    "# 星图\n",
    "Book_6《数据有道》 | 鸢尾花书：从加减乘除到机器学习"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "eb16347c-a921-4ef1-b202-c37f4386ca2e",
   "metadata": {},
   "outputs": [],
   "source": [
    "import networkx as nx\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "df2f62aa-a994-4f13-a408-0414986be266",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 800x800 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1200x600 with 8 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(8, 8))\n",
    "\n",
    "fig, axes = plt.subplots(2, 4, figsize = (12,6))\n",
    "\n",
    "for n,ax_n in zip([6,8,9,12,16,18,19,38],axes.flat):\n",
    "    \n",
    "    # star graph\n",
    "    S_n = nx.star_graph(n)\n",
    "    \n",
    "    nx.draw_networkx(S_n, \n",
    "                     pos = nx.spring_layout(S_n),\n",
    "                     node_size=20, \n",
    "                     node_color=\"blue\", \n",
    "                     with_labels=False,\n",
    "                     ax = ax_n)\n",
    "    ax_n.axis(\"off\")\n",
    "    \n",
    "plt.savefig('星图.svg')    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "4eef74b4-e254-4892-933e-58d7574916f0",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
